RL articles

3 articles about RL, newest first.

• How Qwen 27B Learns From Its Own Evolving RL Worlds — Two ArXiv papers show how old agent data can be turned into evolving training worlds that automatically generate better RL signals for post‑training LLMs like Qwen 27B.
• Agentic Lightning V1: How AI Agents Finally Master Planning — Discover how Agentic Lightning V1 fixes reinforcement learning math to enable AI agents that can plan and act autonomously.
• Maxwell's Demon of AI: How API Proxies Tame RL State‑Space Chaos Explained — We explore how an API proxy compresses noisy RL states into a clean latent space, enabling stable learning and smoother gradients.